Recovery of cyanobacterial draft genomes from a metagenome dataset: applications to the detection of antibiotic resistance variants

Detalhes bibliográficos
Autor(a) principal: Balata, Duarte
Data de Publicação: 2020
Tipo de documento: Dissertação
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10400.18/8525
Resumo: Freshwater cyanobacteria are one of the most widely distributed groups of organisms in continental bodies of water worldwide. Cyanobacteria’s evolutionary process granted them a wide variety of shapes and forms of colony organization, making them a very heterogeneous group, both phenotypically and genotypically. Despite being a frequently studied group due to their capacity to form harmful algal blooms and produce bioactive compounds with promising pharmaceutical properties, their known potential as antibiotic resistance genes reservoirs is still understudied, especially in freshwater environments. Antibiotic resistance is a growing concern in terms of human and animal health, but antibiotic resistance mechanisms aren’t restricted to pathogenic bacteria. Environmental microorganisms have also been shown to play a key role in the emergence and propagation of antibiotic resistance genes. In this work, we use high-throughput sequencing technology (Illumina) to taxonomically classify cyanobacteria present in metagenomic samples, sequenced from non-axenic cultures of Portuguese surface freshwater reservoirs and wastewater treatment plants, belonging to Estela Sousa e Silva Algae Culture Collection and Blue Biotechnology and Ecotoxicology Culture Collection. Metagenomic reads from 43 sequenced samples of non-axenic cultures of cyanobacteria were filtered and assembled. Using a metagenome binning approach, we managed to isolate 41 cyanobacterial genomes and perform an analysis for the presence of antibiotic resistance genes, from the Comprehensive Antibiotic Resistance Database, on strains of Anabaena, Aphanizomenon, Microcystis aeruginosa, Planktothrix agardhii and Planktothrix mougeotii. We detected the presence of the fluoroquinolone and tetracycline resistance gene adeF across a multitude of samples from different genera and collection sites. The simultaneous occurrence of mutually potentiating macrolide resistance genes mphG and mefC, as previously described for marine bacteria, was also detected for the first time in cyanobacteria genomes. Copies of similar antibiotic resistance genes found across multiple bins from the same environmental samples suggests that horizontal gene transfer might be playing a role in the fast adaptation of bacteria to antimicrobial products. This work further corroborates the evidence for cyanobacteria’s importance in the freshwater resistome. In order to achieve these results, a GNU Make/ Shell script pipeline (CyanoPipeline) was created in order to increase the reproducibility of the work and facilitate the iterations of a complex workflow.
id RCAP_01cb2c7dd9ad66bae6bae9f71cb6190b
oai_identifier_str oai:repositorio.insa.pt:10400.18/8525
network_acronym_str RCAP
network_name_str Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
repository_id_str 7160
spelling Recovery of cyanobacterial draft genomes from a metagenome dataset: applications to the detection of antibiotic resistance variantsCianobactériaResistência a antibióticosSequenciação de genoma completoMetagenómicaPipeline bioinformáticaARGFreshwater cyanobacteria are one of the most widely distributed groups of organisms in continental bodies of water worldwide. Cyanobacteria’s evolutionary process granted them a wide variety of shapes and forms of colony organization, making them a very heterogeneous group, both phenotypically and genotypically. Despite being a frequently studied group due to their capacity to form harmful algal blooms and produce bioactive compounds with promising pharmaceutical properties, their known potential as antibiotic resistance genes reservoirs is still understudied, especially in freshwater environments. Antibiotic resistance is a growing concern in terms of human and animal health, but antibiotic resistance mechanisms aren’t restricted to pathogenic bacteria. Environmental microorganisms have also been shown to play a key role in the emergence and propagation of antibiotic resistance genes. In this work, we use high-throughput sequencing technology (Illumina) to taxonomically classify cyanobacteria present in metagenomic samples, sequenced from non-axenic cultures of Portuguese surface freshwater reservoirs and wastewater treatment plants, belonging to Estela Sousa e Silva Algae Culture Collection and Blue Biotechnology and Ecotoxicology Culture Collection. Metagenomic reads from 43 sequenced samples of non-axenic cultures of cyanobacteria were filtered and assembled. Using a metagenome binning approach, we managed to isolate 41 cyanobacterial genomes and perform an analysis for the presence of antibiotic resistance genes, from the Comprehensive Antibiotic Resistance Database, on strains of Anabaena, Aphanizomenon, Microcystis aeruginosa, Planktothrix agardhii and Planktothrix mougeotii. We detected the presence of the fluoroquinolone and tetracycline resistance gene adeF across a multitude of samples from different genera and collection sites. The simultaneous occurrence of mutually potentiating macrolide resistance genes mphG and mefC, as previously described for marine bacteria, was also detected for the first time in cyanobacteria genomes. Copies of similar antibiotic resistance genes found across multiple bins from the same environmental samples suggests that horizontal gene transfer might be playing a role in the fast adaptation of bacteria to antimicrobial products. This work further corroborates the evidence for cyanobacteria’s importance in the freshwater resistome. In order to achieve these results, a GNU Make/ Shell script pipeline (CyanoPipeline) was created in order to increase the reproducibility of the work and facilitate the iterations of a complex workflow.Repositório Científico do Instituto Nacional de SaúdeBalata, Duarte2023-12-31T01:30:49Z2020-05-192020-05-19T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesisapplication/pdfhttp://hdl.handle.net/10400.18/8525enginfo:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2024-01-06T01:31:53Zoai:repositorio.insa.pt:10400.18/8525Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T18:43:09.291360Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse
dc.title.none.fl_str_mv Recovery of cyanobacterial draft genomes from a metagenome dataset: applications to the detection of antibiotic resistance variants
title Recovery of cyanobacterial draft genomes from a metagenome dataset: applications to the detection of antibiotic resistance variants
spellingShingle Recovery of cyanobacterial draft genomes from a metagenome dataset: applications to the detection of antibiotic resistance variants
Balata, Duarte
Cianobactéria
Resistência a antibióticos
Sequenciação de genoma completo
Metagenómica
Pipeline bioinformática
ARG
title_short Recovery of cyanobacterial draft genomes from a metagenome dataset: applications to the detection of antibiotic resistance variants
title_full Recovery of cyanobacterial draft genomes from a metagenome dataset: applications to the detection of antibiotic resistance variants
title_fullStr Recovery of cyanobacterial draft genomes from a metagenome dataset: applications to the detection of antibiotic resistance variants
title_full_unstemmed Recovery of cyanobacterial draft genomes from a metagenome dataset: applications to the detection of antibiotic resistance variants
title_sort Recovery of cyanobacterial draft genomes from a metagenome dataset: applications to the detection of antibiotic resistance variants
author Balata, Duarte
author_facet Balata, Duarte
author_role author
dc.contributor.none.fl_str_mv Repositório Científico do Instituto Nacional de Saúde
dc.contributor.author.fl_str_mv Balata, Duarte
dc.subject.por.fl_str_mv Cianobactéria
Resistência a antibióticos
Sequenciação de genoma completo
Metagenómica
Pipeline bioinformática
ARG
topic Cianobactéria
Resistência a antibióticos
Sequenciação de genoma completo
Metagenómica
Pipeline bioinformática
ARG
description Freshwater cyanobacteria are one of the most widely distributed groups of organisms in continental bodies of water worldwide. Cyanobacteria’s evolutionary process granted them a wide variety of shapes and forms of colony organization, making them a very heterogeneous group, both phenotypically and genotypically. Despite being a frequently studied group due to their capacity to form harmful algal blooms and produce bioactive compounds with promising pharmaceutical properties, their known potential as antibiotic resistance genes reservoirs is still understudied, especially in freshwater environments. Antibiotic resistance is a growing concern in terms of human and animal health, but antibiotic resistance mechanisms aren’t restricted to pathogenic bacteria. Environmental microorganisms have also been shown to play a key role in the emergence and propagation of antibiotic resistance genes. In this work, we use high-throughput sequencing technology (Illumina) to taxonomically classify cyanobacteria present in metagenomic samples, sequenced from non-axenic cultures of Portuguese surface freshwater reservoirs and wastewater treatment plants, belonging to Estela Sousa e Silva Algae Culture Collection and Blue Biotechnology and Ecotoxicology Culture Collection. Metagenomic reads from 43 sequenced samples of non-axenic cultures of cyanobacteria were filtered and assembled. Using a metagenome binning approach, we managed to isolate 41 cyanobacterial genomes and perform an analysis for the presence of antibiotic resistance genes, from the Comprehensive Antibiotic Resistance Database, on strains of Anabaena, Aphanizomenon, Microcystis aeruginosa, Planktothrix agardhii and Planktothrix mougeotii. We detected the presence of the fluoroquinolone and tetracycline resistance gene adeF across a multitude of samples from different genera and collection sites. The simultaneous occurrence of mutually potentiating macrolide resistance genes mphG and mefC, as previously described for marine bacteria, was also detected for the first time in cyanobacteria genomes. Copies of similar antibiotic resistance genes found across multiple bins from the same environmental samples suggests that horizontal gene transfer might be playing a role in the fast adaptation of bacteria to antimicrobial products. This work further corroborates the evidence for cyanobacteria’s importance in the freshwater resistome. In order to achieve these results, a GNU Make/ Shell script pipeline (CyanoPipeline) was created in order to increase the reproducibility of the work and facilitate the iterations of a complex workflow.
publishDate 2020
dc.date.none.fl_str_mv 2020-05-19
2020-05-19T00:00:00Z
2023-12-31T01:30:49Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/masterThesis
format masterThesis
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://hdl.handle.net/10400.18/8525
url http://hdl.handle.net/10400.18/8525
dc.language.iso.fl_str_mv eng
language eng
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.source.none.fl_str_mv reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron:RCAAP
instname_str Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron_str RCAAP
institution RCAAP
reponame_str Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
collection Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
repository.name.fl_str_mv Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
repository.mail.fl_str_mv
_version_ 1799132177503354880